9.10 Depth and Shape from Focus, Changing Camera Parameters

Chapter Contents (Back)
Shape from Focus. Depth from Focus. Shape from Defocus. Blur. Focusing. See also Depth of Field, Desctiptions.

Horn, B.K.P.,
Focusing,
MIT AI Memo160, May 1968. Early shape from focus. BibRef 6805

Stauffer, N.L.[Norman L.],
Focus detecting apparatus,
US_Patent4,002,899, 01/11/1977.
HTML Version. BibRef 7701
Earlier:
Distance determining and automatic focusing apparatus,
US_Patent3,958,117, May 18, 1976.
WWW Link. Part of the early Honeywell focus work for auto focus cameras. BibRef

Hosoe, K.[Kazuya], Niwa, Y.[Yukichi], Tsunekawa, T.[Tokuichi], Owada, M.[Mitsutoshi], Asano, N.[Noriyuki], Masunaga, M.[Makoto],
Device for focus detection or distance detection,
US_Patent4,257,705, 03/24/1981.
HTML Version. BibRef 8103

Grossmann, P.,
Depth from Focus,
PRL(5), No. 1, 1987, pp. 63-69. BibRef 8700

Adelson, E.H.[Edward H.],
Depth-of-focus imaging process method,
US_Patent4,661,986, 04/28/1987.
HTML Version. Use pyramid technique. BibRef 8704

Lai, S.H., Fu, C.W., and Chang, S.,
A Generalized Depth Estimation Algorithm with a Single Image,
PAMI(14), No. 4, April 1992, pp. 405-411.
IEEE DOI Generalization of Pentland. See also New Sense for Depth of Field, A. BibRef 9204

Cardillo, J., and Sid-Ahmed, M.A.,
3-D Position Sensing Using a Passive Monocular Vision System,
PAMI(13), No. 8, August 1991, pp. 809-813.
IEEE DOI Given the geometric model of the camera position and orientation, world coordinates are possible from image coordinates. Measure different blurs to get accurate positions. BibRef 9108

Ens, J., and Lawrence, P.,
An Investigation of Methods for Determining Depth from Focus,
PAMI(15), No. 2, February 1993, pp. 97-108.
IEEE DOI BibRef 9302
Earlier:
A Matrix Based Method for Determining Depth from Focus,
CVPR91(600-606).
IEEE DOI BibRef

Nayar, S.K., Nakagawa, Y.,
Shape from Focus,
PAMI(16), No. 8, August 1994, pp. 824-831.
IEEE DOI BibRef 9408
And: CMU-RI-TR-89-27, CMU Robotics Institute, November 1989. BibRef

Nayar, S.K.[Shree K.], Watanabe, M.[Masahiro], Noguchi, M.[Minori],
Real-Time Focus Range Sensor,
PAMI(18), No. 12, December 1996, pp. 1186-1198.
IEEE DOI 9701
BibRef
Earlier: ICCV95(995-1001).
IEEE DOI BibRef
And: A2, A1, A3:
Real-Time Implementation of Depth from Defocus,
SPIE(2599), Three-Dimensional and Unconventional Imaging for Industrial Inspection and Metrology, January 1996, pp. 14-25, Fast (30Hz), dense depth. BibRef

Watanabe, M.[Masahiro], Nayar, S.K.[Shree K.],
Telecentric Optics for Focus Analysis,
PAMI(19), No. 12, December 1997, pp. 1360-1365.
IEEE DOI 9712
BibRef
Earlier:
Telecentric Optics for Computational Vision,
ECCV96(II:439-451).
Springer DOI BibRef ARPA96(781-786). Allows constant magnification with focusing control. Telecentric optics obtained by adding an aperture to a conventional lens. Image magnification is invariant to the position of the sensor plane. BibRef

Watanabe, M.[Masahiro], and Nayar, S.K.[Shree K.],
Minimal Operator Set for Passive Depth from Defocus,
CVPR96(431-438).
IEEE DOI BibRef 9600

Noguchi, M., Nayar, S.K.,
Microscopic Shape from Focus Using Active Illumination,
ICPR94(A:147-152).
IEEE DOI BibRef 9400

Nayar, S.K.,
Shape from Focus System,
CVPR92(302-308).
IEEE DOI BibRef 9200
Earlier:
Shape from Focus System for Rough Surfaces,
DARPA92(593-606). Detailed results from a working system, get details using focus. BibRef

Nayar, S.K., and Nakagawa, Y.,
Shape from Focus: An Effective Approach for Rough Surfaces,
CRA90(218-225). BibRef 9000

Zhang, L., and Nayar, S.K.,
Projection Defocus Analysis for Scene Capture and Image Display,
ToG(25), July 2006, pp. xx-yy.
PDF File. BibRef 0607

Zhou, C.Y.[Chang-Yin], Lin, S.[Stephen], Nayar, S.K.[Shree K.],
Coded Aperture Pairs for Depth from Defocus and Defocus Deblurring,
IJCV(93), No. 1, May 2011, pp. 53-72.
WWW Link. 1104
BibRef
Earlier:
Coded aperture pairs for depth from defocus,
ICCV09(325-332).
IEEE DOI 0909
BibRef

Zhou, C.Y.[Chang-Yin], Nayar, S.K.,
What are good apertures for defocus deblurring?,
ICCP09(1-8).
IEEE DOI 1208
BibRef

Subbarao, M., Surya, G.,
Depth From Defocus: A Spatial Domain Approach,
IJCV(13), No. 3, December 1994, pp. 271-294.
Springer DOI BibRef 9412
Earlier: A2, A1:
Depth from Defocus by Changing Camera Aperture: A Spatial Domain Approach,
CVPR93(61-67).
IEEE DOI BibRef
And:
Application of Spatial-Domain Convolution/Deconvolution Transform for Determining Distance from Image Defocus,
SPIE(1822), OE/Boston, November 1992. BibRef

Subbarao, M., Choi, T.,
Accurate Recovery of 3-Dimensional Shape from Image Focus,
PAMI(17), No. 3, March 1995, pp. 266-274.
IEEE DOI Analyze the "surface" formed by a set of points where the points are focused by the lens. BibRef 9503

Choi, T.[Tae],
Accurate 3-D Shape Recovery using Curved Window Focus Measure,
ICIP99(III:910-914).
IEEE DOI BibRef 9900

Krishnan, A.[Arun], and Ahuja, N.[Narendra],
Range Estimation from Focus Using a Non-Frontal Imaging Camera,
IJCV(20), No. 3, 1996, pp. 169-186. BibRef 9600
Earlier:
Range Estimation from Focus Using an Active Non-Frontal Imaging Camera,
DARPA93(959-965). BibRef
And: AAAI-93(830-835). The focus position changes across the image plane. BibRef

Ahuja, N.[Narendra], and Krishnan, A.[Arun],
Obtaining Focused Images Using a Non-frontal Imaging Camera,
ARPA94(I:617-620). Camera, Variable Focus. BibRef 9400

Castano, A., Ahuja, N.,
Omnifocused 3D Display Using the Nonfrontal Imaging Camera,
CVVRHC98(Sensing and Rendering Real Scenes). BibRef 9800

Nguyen, T.C., Huang, T.S.,
Image Blurring Effects Due to Depth Discontinuities: Blurring That Creates Emergent Image Details,
IVC(10), No. 10, December 1992, pp. 689-698.
WWW Link. BibRef 9212
Earlier: ECCV92(347-362).
Springer DOI BibRef

Xu, S., Capson, D.W., Caelli, T.M.,
Range Measurement from Defocus Gradient,
MVA(8), No. 3, 1995, pp. 179-186. BibRef 9500

Marshall, J.A., Burbeck, C.A., Ariely, D., Rolland, J.P., Martin, K.E.,
Occlusion Edge Blur: A Cue to Relative Visual Depth,
JOSA-A(13), No. 4, April 1996, pp. 681-688. BibRef 9604

Dantu, R.V., Dimopoulos, N.J., Patel, R.V., Al-Khalili, A.J.,
Depth Perception Using Blurring and Its Application in VLSI Wafer Probing,
MVA(5), 1992, pp. 35-45. BibRef 9200

Sasaki, S.[Shigeru], Toriu, T.[Takashi], Ohta, Y.[Yoshiyuki], Watanabe, M.[Masaki],
Distance measuring method and a distance measuring apparatus,
US_Patent5,576,975, Nov 19, 1996
WWW Link. 2 images, different blur BibRef 9611

Farid, H., Simoncelli, E.P.,
Range Estimation by Optical Differentiation,
JOSA-A(15), No. 7, July 1998, pp. 1777-1786.
HTML Version. And
PS File. 9807
BibRef

Simoncelli, E.P., and Farid, H.,
Single lens range imaging method and apparatus,
US_Patent5,703,677, December 30, 1997.
WWW Link. Optical differentiation using masks. BibRef 9712
Earlier:
Direct Differential Range Estimation Using Optical Masks,
ECCV96(II:82-93).
Springer DOI Use different masks to get the range. Depth from defocus, stereo, apodization. or for postscript version:
PS File. or Look under
HTML Version. BibRef

Farid, H., Simoncelli, E.P.,
Differentiation of Discrete Multidimensional Signals,
IP(13), No. 4, April 2004, pp. 496-508.
IEEE DOI 0404
BibRef

Holeva, L.F.,
Range Estimation from Camera Blur by Regularized Adaptive Identification,
PRAI(8), 1994, pp. 1273-1300. BibRef 9400

Darrell, T.J.[Trevor J.], Wohn, K.,
Depth from Focus Using a Pyramid Architecture,
PRL(11), 1990, pp. 787-796. BibRef 9000
Earlier:
Pyramid Based Depth from Focus,
CVPR88(504-509).
IEEE DOI BibRef

Abersfelder, G.[Guenter], Grantz, H.[Helmut], Odebrecht, W.[Wolfgang],
System for monitoring the front or rear parking space of a motor vehicle,
US_Patent5,646,614, 07/08/1997.
HTML Version. Based on fuzzyness, focus. BibRef 9707

Chaudhuri, S.[Subhasis], Rajagopalan, A.N.,
Depth from Defocus: A Real Aperture Imaging Approach,
Springer-VerlagNew York, 1998. ISBN: 0-387-98635-9. Depth when multiple defocused images are available. BibRef 9800

Rajagopalan, A.N., Chaudhuri, S.,
A Variational Approach to Recovering Depth from Defocused Images,
PAMI(19), No. 10, October 1997, pp. 1158-1164.
IEEE DOI 9710
BibRef

Rajagopalan, A.N., Chaudhuri, S.,
Performance Analysis of Maximum Likelihood Estimator for Recovery of Depth from Defocused Images and Optimal Selection of Camera Parameters,
IJCV(30), No. 3, December 1998, pp. 175-190.
DOI Link BibRef 9812

Rajagopalan, A.N., Chaudhuri, S.,
MRF model-based identification of shift-variant point spread function for a class of imaging systems,
SP(76), No. 3, 2 August 1999, pp. 285-299. BibRef 9908

Rajagopalan, A.N.[Ambasamudram N.], Chaudhuri, S.[Subhasis], Chellappa, R.[Rama],
Quantitative analysis of error bounds in the recovery of depth from defocused images,
JOSA-A(17), No. 10, October 2000, pp. 1722-1731. 0010
BibRef
Earlier: A1, A3, A2:
A Quantitative Analysis of Error Bounds in the Recovery of depth from Defocused Images,
UMD--TR4049, September 1999.
WWW Link. BibRef

Rajagopalan, A.N., Chaudhuri, S.,
A Recursive Algorithm for Maximum Likelihood Based Identification of Blur from Multiple Observations,
IP(7), No. 7, July 1998, pp. 1075-1079.
IEEE DOI 9807
BibRef

Rajagopalan, A.N., Chaudhuri, S.,
An MRF Model-Based Approach to Simultaneous Recovery of Depth and Restoration from Defocused Images,
PAMI(21), No. 7, July 1999, pp. 577-589.
IEEE DOI BibRef 9907
Earlier:
Simultaneous Depth Recovery and Image Restoration from Defocused Images,
CVPR99(I: 348-353).
IEEE DOI BibRef
And: Add A2: Chellappa, R.[Rama], UMD--TR4002, April 1999.
WWW Link. BibRef
Earlier:
A block shift-variant blur model for recovering depth from defocused images,
ICIP95(III: 636-639).
IEEE DOI 9510
Used two defocused images. BibRef

Rajagopalan, A.N., and Chaudhuri, S.,
Optimal Recovery of Depth from Defocused Images Using an MRF Model,
ICCV98(1047-1052).
IEEE DOI BibRef 9800
Earlier:
Optimal Selection of Camera Parameters for Recovery of Depth from Defocused Images,
CVPR97(219-224).
IEEE DOI 9704
Two defocussed images; depth from focus. BibRef

Bhasin, S.[Sundeep], Chaudhuri, S.[Subhasis],
Depth from Defocus in Presence of Partial Self Occlusion,
ICCV01(I: 488-493).
IEEE DOI 0106
BibRef

Rajan, D.[Deepu], Chaudhuri, S.[Subhasis],
Simultaneous Estimation of Super-Resolved Scene and Depth Map from Low Resolution Defocused Observations,
PAMI(25), No. 9, September 2003, pp. 1102-1117.
IEEE Abstract. 0309
BibRef
Earlier:
Simultaneous Estimation of Super-Resolved Intensity and Depth Maps from Low Resolution Defocused Observations of a Scene,
ICCV01(I: 113-118).
IEEE DOI 0106
Super Resolution. Extend super-resolution ideas to the generation of depth. BibRef

Asada, N.[Naoki], Fujiwara, H.[Hisanaga], Matsuyama, T.[Takashi],
Edge and Depth from Focus,
IJCV(26), No. 2, February 1998, pp. 153-163.
DOI Link 9804
BibRef

Watanabe, M., Nayar, S.K.,
Rational Filters for Passive Depth from Defocus,
IJCV(27), No. 3, May 1998, pp. 203-225.
DOI Link
PDF File.
WWW Link. 9805
Code, Depth from Focus. BibRef

Tsai, D.M., Lin, C.T.,
A Moment-Preserving Approach for Depth from Defocus,
PR(31), No. 5, May 1998, pp. 551-560.
WWW Link. 9805
BibRef

Pham, D.T., Aslantas, V.,
Depth from defocusing using a neural network,
PR(32), No. 5, May 1999, pp. 715-727.
WWW Link. BibRef 9905

Aslantas, V., Pham, D.T.,
Depth from automatic defocusing,
OptExp(15), No. 3, 2007, pp. 1011-1023. BibRef 0700

Looney, C.G.[Carl G.],
Nonlinear Rule-based Convolution for Refocusing,
RealTimeImg(6), No. 1, February 2000, pp. 29-37. 0003
BibRef

Schechner, Y.Y.[Yoav Y.], Kiryati, N.[Nahum], and Basri, R.[Ronen],
Separation of Transparent Layers using Focus,
IJCV(39), No. 1, August 2000, pp. 25-39.
DOI Link 0008
BibRef
Earlier: ICCV98(1061-1066).
IEEE DOI See also Polarization and statistical analysis of scenes containing a semireflector. BibRef

Schechner, Y.Y.[Yoav Y.], Kiryati, N.[Nahum],
Depth from Defocus vs. Stereo: How Different Really Are They?,
IJCV(39), No. 2, September 2000, pp. 141-162.
DOI Link 0008
BibRef
Earlier:
The Optimal Axial Interval in Estimating Depth from Defocus,
ICCV99(843-848).
IEEE DOI BibRef
Earlier: ICPR98(Vol II: 1784-1786).
IEEE DOI 9808
BibRef

Zhang, Y.N.[Ya-Ni], Zhang, Y.[Ying], Wen, C.Y.[Chang-Yun],
A new focus measure method using moments,
IVC(18), No. 12, September 2000, pp. 959-965.
WWW Link. 0008
BibRef

Ziou, D.[Djemel], Deschenes, F.[Francois],
Depth from Defocus Estimation in Spatial Domain,
CVIU(81), No. 2, February 2001, pp. 143-165.
DOI Link 0103
BibRef

Ziou, D.[Djemel],
Passive Depth from Defocus Using a Spatial Domain Approach,
ICCV98(799-804).
IEEE DOI BibRef 9800

Deschenes, F.[Francois], Ziou, D.[Djemel], Fuchs, P.[Philippe],
Improved estimation of defocus blur and spatial shifts in spatial domain: a homotopy-based approach,
PR(36), No. 9, September 2003, pp. 2105-2125.
WWW Link. 0307
BibRef
Earlier:
Simultaneous Computation of Defocus Blur and Apparent Shifts in Spatial Domain,
VI02(236).
PDF File. 0208
BibRef
And:
Homotopy-based estimation of depth cues in spatial domain,
ICPR02(III: 627-630).
IEEE DOI 0211
BibRef

Deschenes, F.[Francois], Ziou, D.[Djemel], Fuchs, P.[Philippe],
A homotopy-based approach for computing defocus blur and affine transform simultaneously,
PR(41), No. 7, July 2008, pp. 2263-2282.
WWW Link. 0804
BibRef
Earlier: A1, A2, Only:
Homotopy-based computation of defocus blur and affine transform,
CVPR03(I: 398-404).
IEEE DOI 0307
Unified model; Defocus blur; Affine matching; Homotopy method; Generalized moment expansion BibRef

Levesque, D.[Daniel], Deschenes, F.[Francois],
Novel depth cues from light scattering,
IVC(27), No. 1-2, January 2009, pp. 19-36.
WWW Link. 0811
BibRef
Earlier:
Detection of Occlusion Edges from the Derivatives of Weather Degraded Images,
CRV05(114-120).
IEEE DOI 0505
BibRef
Earlier:
Sparse scene structure recovery from atmospheric degradation,
ICPR04(I: 84-87).
IEEE DOI 0409
Light scattering; 3D structure; Occlusion; Weather degraded image BibRef

Asif, M., Choi, T.S.[Tae-Sun],
Shape from focus using multilayer feedforward neural networks,
IP(10), No. 11, November 2001, pp. 1670-1675.
IEEE DOI 0201
BibRef

Rayala, J., Gupta, S., Mullick, S.K.,
Estimation of depth from defocus as polynomial system identification,
VISP(148), No. 5, October 2001, pp. 356-362. 0201
BibRef

van Dam, M.A.[Marcos A.], Lane, R.G.[Richard G.],
Tip/tilt estimation from defocused images,
JOSA-A(19), No. 4, April 2002, pp. 745-752.
WWW Link. 0204
BibRef

Favaro, P.[Paolo], Mennucci, A.[Andrea], Soatto, S.[Stefano],
Observing Shape from Defocused Images,
IJCV(52), No. 1, April 2003, pp. 25-43.
DOI Link 0301
BibRef

Mennucci, A.[Andrea], Soatto, S.[Stefano],
On observing shape from defocused images,
CIAP99(550-555).
IEEE DOI 9909
BibRef

Favaro, P.[Paolo], Soatto, S.[Stefano],
A Geometric Approach to Shape from Defocus,
PAMI(27), No. 3, March 2005, pp. 406-417.
IEEE Abstract. 0501
BibRef
Earlier: A2, A1:
A Geometric Approach to Blind Deconvolution with Application to Shape from Defocus,
CVPR00(II: 10-17).
IEEE DOI
PDF File. 0005
See also Light Field Camera: Extended Depth of Field, Aliasing, and Superresolution, The. BibRef

Favaro, P., Osher, S.J., Soatto, S., Vese, L.A.,
3D shape from anistropic diffusion,
CVPR03(I: 179-186).
IEEE DOI 0307
BibRef

Favaro, P.[Paolo],
Shape from Focus and Defocus: Convexity, Quasiconvexity and Defocus-Invariant Textures,
ICCV07(1-7).
IEEE DOI 0710
BibRef

Jin, H., Favaro, P.,
A Variational Approach to Shape from Defocus,
ECCV02(II: 18 ff.). Award, ECCV.
Springer DOI
PDF File. 0205
BibRef

Favaro, P.[Paolo], Soatto, S.[Stefano],
Seeing beyond occlusions (and other marvels of a finite lens aperture),
CVPR03(II: 579-586).
IEEE DOI 0307
Reconstruct the geometry and photometry of a scene with occlusions from a collection of defocused images. BibRef

Favaro, P.[Paolo], Soatto, S.[Stefano],
Learning Shape from Defocus,
ECCV02(II: 735 ff.).
Springer DOI
PDF File. 0205
BibRef
Earlier:
Shape and Radiance Estimation from the Information Divergence of Blurred Images,
ECCV00(I: 755-768).
Springer DOI
PDF File. 0003
BibRef

Dou, Q.X.[Qing-Xu], Favaro, P.[Paolo],
Off-axis aperture camera: 3D shape reconstruction and image restoration,
CVPR08(1-7).
IEEE DOI 0806
Change aperture of camera for 3D info. BibRef

Ghita, O.[Ovidiu], Whelan, P.F.[Paul F.],
A bin picking system based on depth from defocus,
MVA(13), No. 4, 2003, pp. 234-244.
HTML Version. 0304
BibRef

Wang, J.H.[Ju-Hui], Trubuil, A., Graffigne, C., Kaeffer, B.,
3-D aggregated object detection and labeling from multivariate confocal microscopy images: A model validation approach,
SMC-B(33), No. 4, August 2003, pp. 572-581.
IEEE Abstract. 0308
BibRef

Wang, J.H.[Ju-Hui], Trubuil, A., Graffigne, C.,
3D biological object detection and labeling in multidimensional microscopy imaging,
CIAP01(215-220).
IEEE Top Reference. 0210
BibRef

Wang, J.H.[Ju-Hui], Trubuil, A.,
Model-based 3d object detection from multivariate confocal microscopy images,
ICIP02(II: 933-936).
IEEE DOI 0210
BibRef

Subramanian, A.[Anbumani], Iyer, L.R.[Lakshmi R.], Abbott, A.L.[A. Lynn], Bell, A.E.[Amy E.],
Segmentation and range sensing using a moving-aperture lens,
MVA(15), No. 1, October 2003, pp. 46-53.
Springer DOI 0310
BibRef
Earlier: ICCV01(II: 500-507).
IEEE DOI 0106
Effectively small changes in focus. BibRef

Rajagopalan, A.N., Chaudhuri, S., Mudenagudi, U.,
Depth Estimation and Image Restoration Using Defocused Stereo Pairs,
PAMI(26), No. 11, November 2004, pp. 1521-1525.
IEEE Abstract. 0410
Fuse stereo and focus information. Recover both the depth and a defocused image of the scene. BibRef

Mudenagudi, U., Chaudhuri, S.,
Depth Estimation using Defocused Stereo Image Pairs,
ICCV99(483-488).
IEEE DOI BibRef 9900

Ma, L.[Li], Staunton, R.C.,
Integration of multiresolution image segmentation and neural networks for object depth recovery,
PR(38), No. 7, July 2005, pp. 985-996.
WWW Link. 0505
two coaxial defocused images and structured light. BibRef

Raj, A.N.J.[Alex Noel Joseph], Staunton, R.C.[Richard C.],
Rational filter design for depth from defocus,
PR(45), No. 1, January 2012, pp. 198-207.
Elsevier DOI 1109
Depth from defocus; MP ratio; Rational filters; 3D imaging BibRef

Ahmad, M.B.[Muhammad Bilal], Choi, T.S.,
A Heuristic Approach for Finding Best Focused Shape,
CirSysVideo(15), No. 4, April 2005, pp. 566-574.
IEEE Abstract. 0501
BibRef

Malik, A.S.[Aamir Saeed], Choi, T.S.[Tae-Sun],
Consideration of illumination effects and optimization of window size for accurate calculation of depth map for 3D shape recovery,
PR(40), No. 1, January 2007, pp. 154-170.
WWW Link. 0611
Depth map; Window size; Illumination problems; Focus measures; Blurring; Adaptive histogram enhancement; Sum of Modified Laplacian; Gray-level variance; 3D shape recovery; Shape From Focus (SFF) BibRef

Malik, A.S.[Aamir Saeed], Choi, T.S.[Tae-Sun],
A novel algorithm for estimation of depth map using image focus for 3D shape recovery in the presence of noise,
PR(41), No. 7, July 2008, pp. 2200-2225.
WWW Link. 0804
BibRef
Earlier:
Noise Analysis for Depth Estimation,
BVAI07(328-337).
Springer DOI 0710
Focus Measure; 3D shape recovery; Depth map; Shape from focus; Noise; Robustness BibRef

Mannan, S.M., Malik, A.S.[Aamir S.], Choi, T.S.[Tae-Sun],
Affects of illumination on 3D shape recovery,
ICIP08(1496-1499).
IEEE DOI 0810
BibRef

Malik, A.S.[Aamir Saeed], Choi, T.S.[Tae-Sun],
Depth Estimation by Finding Best Focused Points Using Line Fitting,
ICISP08(120-127).
Springer DOI 0807
BibRef
And:
Finding best focused points using intersection of two lines,
ICIP08(1952-1955).
IEEE DOI 0810
BibRef

Shim, S.O.[Seong-O], Choi, T.S.[Tae-Sun],
A novel iterative shape from focus algorithm based on combinatorial optimization,
PR(43), No. 10, October 2010, pp. 3338-3347.
Elsevier DOI 1007
BibRef
Earlier:
Accurate 3D shape estimation based on combinatorial optimization,
ICIP09(3777-3780).
IEEE DOI 0911
Shape from focus (SFF); 3D shape; Depth map; Focus measure; Combinatorial optimization BibRef

Malik, A.S.[Aamir Saeed], Song, T.L.[Taek Lyul], Choi, T.S.[Tae-Sun],
Depth map estimation based on linear regression using image focus,
IJIST(21), No. 3, September 2011, pp. 241-246.
DOI Link 1109
BibRef

Malik, A.S.[Aamir Saeed], Shim, S.O.[Seong-O], Choi, T.S.[Tae-Sun],
Depth Map Estimation using a Robust Focus Measure,
ICIP07(VI: 564-567).
IEEE DOI 0709
BibRef

Rahmat, R.[Roushanak], Malik, A.S.[Aamir Saeed], Kamel, N.[Nidal], Nisar, H.[Humaira],
3D shape from focus using LULU operators and discrete pulse transform in the presence of noise,
JVCIR(24), No. 3, April 2013, pp. 303-317.
Elsevier DOI 1303
Shape from focus; LULU operators; Discrete pulse transform BibRef

Mannan, S.M., Malik, A.S.[Aamir Saeed], Nisar, H.[Humaira], Choi, T.S.[Tae-Sun],
Rectification of Illumination in Images Used for Shape from Focus,
ISVC06(II: 166-175).
Springer DOI 0611
BibRef

Mahmood, M.T.[Muhammad Tariq], Choi, T.S.[Tae-Sun],
3D shape recovery from image focus using kernel regression in eigenspace,
IVC(28), No. 4, April 2010, pp. 634-643.
Elsevier DOI 1002
BibRef
Earlier:
Shape from focus using kernel regression,
ICIP09(4293-4296).
IEEE DOI 0911
BibRef
Earlier:
A feature analysis approach to estimate 3D Shape from Image Focus,
ICIP08(3216-3219).
IEEE DOI 0810
3D shape; Focus measure; PCA; Shape from focus; Kernel regression BibRef

Mahmood, M.T.[Muhammad Tariq], Choi, T.S.[Tae-Sun],
Nonlinear Approach for Enhancement of Image Focus Volume in Shape From Focus,
IP(21), No. 5, May 2012, pp. 2866-2873.
IEEE DOI 1204
BibRef

Asif, M., Malik, A.S.[Aamir Saeed], Choi, T.S.[Tae-Sun],
3D Shape Recovery from Image Defocus Using Wavelet Analysis,
ICIP05(I: 1025-1028).
IEEE DOI 0512
BibRef

Muhammad, M.S.[Mannan Saeed], Choi, T.S.[Tae-Sun],
Sampling for Shape from Focus in Optical Microscopy,
PAMI(34), No. 3, March 2012, pp. 564-573.
IEEE DOI 1201
BibRef
Earlier:
An unorthodox approach towards shape from focus,
ICIP11(2965-2968).
IEEE DOI 1201
BibRef
Earlier:
3D shape recovery by image focus using Lorentzian-Cauchy function,
ICIP10(4065-4068).
IEEE DOI 1009
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PRL(28), No. 3, 1 February 2007, pp. 311-319.
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Depth from defocus; Shape estimation; Diffusion; Spectral method BibRef

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Regularized depth from defocus,
ICIP08(1520-1523).
IEEE DOI 0810
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Namboodiri, V.P.[Vinay P.], Chaudhuri, S.[Subhasis],
Recovery of relative depth from a single observation using an uncalibrated (real-aperture) camera,
CVPR08(1-6).
IEEE DOI 0806
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Namboodiri, V.P., Chaudhuri, S.,
Shape Recovery Using Stochastic Heat Flow,
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Kubota, A., Aizawa, K., Chen, T.,
Reconstructing Dense Light Field From Array of Multifocus Images for Novel View Synthesis,
IP(16), No. 1, January 2007, pp. 269-279.
IEEE DOI 0701
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Kubota, A., Aizawa, K.,
A novel image-based rendering method by linear filtering of multiple focused images acquired by a camera array,
ICIP03(III: 701-704).
IEEE DOI 0312
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Kubota, A., Aizawa, K.,
A New Approach to Depth Range Detection by Producing Depth-dependent Blurring Effect,
ICIP01(III: 740-743).
IEEE DOI 0108
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Huang, W.[Wei], Jing, Z.L.[Zhong-Liang],
Multi-focus image fusion using pulse coupled neural network,
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Multi-focus image fusion; Pulse coupled neural network BibRef

Pradeep, K.S., Rajagopalan, A.N.,
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IP(16), No. 7, July 2007, pp. 1920-1925.
IEEE DOI 0707
BibRef
Earlier:
Improving Shape from Focus Using Defocus Information,
ICPR06(I: 731-734).
IEEE DOI 0609
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Sahay, R.R.[Rajiv Ranjan], Rajagopalan, A.N.[Ambasamudram N.],
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IET-CV(2), No. 2, June 2008, pp. 50-59.
DOI Link 0905
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Sahay, R.R.[Rajiv Ranjan], Rajagopalan, A.N.[Ambasamudram N.],
Extension of the shape from focus method for reconstruction of high-resolution images,
JOSA-A(24), No. 11, November 2007, pp. 3649-3657.
WWW Link. 0801
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Earlier:
High Resolution Image Reconstruction in Shape from Focus,
ICIP07(II: 69-72).
IEEE DOI 0709
BibRef

Sahay, R.R.[Rajiv Ranjan], Rajagopalan, A.N.[Ambasamudram N.],
Joint image and depth completion in shape-from-focus: Taking a cue from parallax,
JOSA-A(27), No. 5, May 2010, pp. 1203-1213.
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Sahay, R.R.[Rajiv Ranjan], Rajagopalan, A.N.[Ambasamudram N.],
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IP(20), No. 2, February 2011, pp. 558-569.
IEEE DOI 1102
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Earlier:
Real Aperture Axial Stereo: Solving for Correspondences in Blur,
DAGM09(362-371).
Springer DOI 0909
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Blayvas, I.[Ilya], Kimmel, R.[Ron], Rivlin, E.[Ehud],
Role of optics in the accuracy of depth-from-defocus systems,
JOSA-A(24), No. 4, April 2007, pp. 967-972.
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Li, S.T.[Shu-Tao], Yang, B.[Bin],
Multifocus image fusion using region segmentation and spatial frequency,
IVC(26), No. 7, 2 July 2008, pp. 971-979.
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Image fusion; Image segmentation; Normalized cuts; Multi-focus; Digital cameras BibRef

Li, S.T.[Shu-Tao], Yang, B.[Bin],
Multifocus image fusion by combining curvelet and wavelet transform,
PRL(29), No. 9, 1 July 2008, pp. 1295-1301.
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Multifocus; Image fusion; Curvelet transform; Wavelet transform; Sensor fusion BibRef

d'Angelo, P.[Pablo], Wöhler, C.[Christian],
Image-based 3D surface reconstruction by combination of photometric, geometric, and real-aperture methods,
PandRS(63), No. 3, May 2008, pp. 297-321.
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Earlier:
Image-based 3D Surface Reconstruction by Combination of Sparse Depth Data with Shape from Shading and Polarisation,
PCV06(xx-yy).
PDF File. 0609
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Earlier:
3D Surface Reconstruction Based on Combined Analysis of Reflectance and Polarisation Properties: A Local Approach,
BenCOS05(xx-yy).
PDF File. 0510
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And:
3D Surface Reconstruction by Combination of Photopolarimetry and Depth from Defocus,
DAGM05(176).
Springer DOI 0509
BibRef
Earlier:
3D Reconstruction of Metallic Surfaces by Photopolarimetric Analysis,
SCIA05(689-698).
Springer DOI 0506
Close-range photogrammetry; Metrology; Three-dimensional reconstruction; Vision; Polarization BibRef

Wöhler, C.[Christian], d'Angelo, P.[Pablo],
Stereo Image Analysis of Non-Lambertian Surfaces,
IJCV(81), No. 2, February 2009, pp. xx-yy.
Springer DOI 0901
BibRef

Wöhler, C.[Christian], d'Angelo, P.[Pablo], Krüger, L.[Lars], Kuhl, A.[Annika], Groß, H.M.[Horst-Michael],
Monocular 3D scene reconstruction at absolute scale,
PandRS(64), No. 6, November 2009, pp. 529-540.
Elsevier DOI 1001
BibRef
Earlier: A4, A1, A3, A2, A5:
Monocular 3D Scene Reconstruction at Absolute Scales by Combination of Geometric and Real-Aperture Methods,
DAGM06(607-616).
Springer DOI 0610
Close-range photogrammetry; Reconstruction; Metrology; Bundle adjustment; Industry BibRef

Aydin, T., Akgul, Y.S.,
A New Adaptive Focus Measure for Shape From Focus,
BMVC08(xx-yy).
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Thelen, A., Frey, S., Hirsch, S., Hering, P.,
Improvements in Shape-From-Focus for Holographic Reconstructions With Regard to Focus Operators, Neighborhood-Size, and Height Value Interpolation,
IP(18), No. 1, January 2009, pp. 151-157.
IEEE DOI 0812
BibRef

Tsomko, E., Kim, H.J., Izquierdo, E.,
Linear Gaussian blur evolution for detection of blurry images,
IET-IPR(4), No. 4, August 2010, pp. 302-312.
DOI Link 1008
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Diaz, F.[Frédéric], Goudail, F.[Franšois], Loiseaux, B.[Brigitte], Huignard, J.P.[Jean-Pierre],
Comparison of depth-of-focus-enhancing pupil masks based on a signal-to-noise-ratio criterion after deconvolution,
JOSA-A(27), No. 10, October 2010, pp. 2123-2131.
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Minhas, R.[Rashid], Mohammed, A.A.[Abdul Adeel], Wu, Q.M.J.[Q.M. Jonathan],
Shape from focus using fast discrete curvelet transform,
PR(44), No. 4, April 2011, pp. 839-853.
Elsevier DOI 1101
Shape from focus; Multifocus; Image fusion; Depth map estimation; Curvelet transform; Contrast limited adaptive histogram equalization BibRef

Minhas, R.[Rashid], Mohammed, A.A.[Abdul A.], Wu, Q.M.J.[Q.M. Jonathan], Sid-Ahmed, M.A.[Maher A.],
3D Shape from Focus and Depth Map Computation Using Steerable Filters,
ICIAR09(573-583).
Springer DOI 0907
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Brune, C.[Christoph], Sawatzky, A.[Alex], Burger, M.[Martin],
Primal and Dual Bregman Methods with Application to Optical Nanoscopy,
IJCV(92), No. 2, April 2011, pp. 211-229.
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Bregman-EM-TV Methods with Application to Optical Nanoscopy,
SSVM09(235-246).
Springer DOI 0906
BibRef

Sawatzky, A.[Alex], Brune, C.[Christoph], Müller, J.[Jahn], Burger, M.[Martin],
Total Variation Processing of Images with Poisson Statistics,
CAIP09(533-540).
Springer DOI 0909
BibRef

Zhuo, S.J.[Shao-Jie], Sim, T.[Terence],
Defocus map estimation from a single image,
PR(44), No. 9, September 2011, pp. 1852-1858.
Elsevier DOI 1106
BibRef
Earlier:
On the Recovery of Depth from a Single Defocused Image,
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Springer DOI 0909
Image processing; Defocus map; Defocus blur; Gaussian gradient; Defocus magnification BibRef

Wei, Y., Dong, Z., Wu, C.,
Depth measurement using single camera with fixed camera parameters,
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Ludusan, C.[Cosmin], Lavialle, O.[Olivier],
Multifocus image fusion and denoising: A variational approach,
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Elsevier DOI 1205
Multifocus image fusion; Denoising; Variational model; Partial Differential Equations; Image enhancement; Image restoration BibRef

Hariharan, R., Rajagopalan, A.N.,
Shape-From-Focus by Tensor Voting,
IP(21), No. 7, July 2012, pp. 3323-3328.
IEEE DOI 1206
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Ishii, A.[Akira], Yamashiro, H.[Hiroaki],
Fast Focus Mechanism with Constant Magnification Using a Varifocal Lens and Its Application to Three-Dimensional Imaging,
IEICE(E95-D), No. 7, July 2012, pp. 1804-1810.
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Defocus blur parameters identification by histogram matching,
JOSA-A(29), No. 8, August 2012, pp. 1694-1706.
WWW Link. 1208
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Zhao, H.[Hengjun], Shang, Z.W.[Zhao-Wei], Tang, Y.Y.[Yuan Yan], Fang, B.[Bin],
Multi-focus image fusion based on the neighbor distance,
PR(46), No. 3, March 2013, pp. 1002-1011.
Elsevier DOI 1212
Multi-focus image fusion; Neighbor distance; Sharpness measure BibRef

Pertuz, S.[Said], Puig, D.[Domenec], Garcia, M.A.[Miguel Angel],
Analysis of focus measure operators for shape-from-focus,
PR(46), No. 5, May 2013, pp. 1415-1432.
Elsevier DOI 1302
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Earlier:
Improving Shape-from-Focus by Compensating for Image Magnification Shift,
ICPR10(802-805).
IEEE DOI 1008
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Pertuz, S.[Said], Garcia, M.A.[Miguel Angel], Puig, D.[Domenec],
Focus-aided scene segmentation,
CVIU(133), No. 1, 2015, pp. 66-75.
Elsevier DOI 1502
Image sequences BibRef

Pertuz, S.[Said], Puig, D.[Domenec], Garcia, M.A.[Miguel Angel],
Reliability measure for shape-from-focus,
IVC(31), No. 10, 2013, pp. 725-734.
Elsevier DOI 1310
Image sequences BibRef

Cossairt, O.S., Gupta, M., Nayar, S.K.,
When Does Computational Imaging Improve Performance?,
IP(22), No. 2, February 2013, pp. 447-458.
IEEE DOI 1302
Should be filed somewhere else. BibRef

Jo, K., Gupta, M., Nayar, S.K.,
SpeDo: 6 DOF Ego-Motion Sensor Using Speckle Defocus Imaging,
ICCV15(4319-4327)
IEEE DOI 1602
Cameras BibRef

Cossairt, O.S., Miau, D., Nayar, S.K.,
Gigapixel Computational Imaging,
ICCP11(1-8).
IEEE DOI 1208
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Zhou, C.Y.[Chang-Yin], Cossairt, O.S.[Oliver S.], Nayar, S.K.[Shree K.],
Depth from Diffusion,
CVPR10(1110-1117).
IEEE DOI Video of talk:
1006
Optical diffuser. Analogous to depth from defocus. BibRef

Li, A.[Ang], Staunton, R.[Richard], Tjahjadi, T.[Tardi],
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JOSA-A(30), No. 9, September 2013, pp. 1787-1795.
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Li, A.[Ang], Tjahjadi, T.[Tardi], Staunton, R.[Richard],
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JOSA-A(31), No. 12, December 2014, pp. 2694-2702.
DOI Link 1412
Image reconstruction techniques; Three-dimensional image processing BibRef

Lin, J.Y.[Jing-Yu], Ji, X.Y.[Xiang-Yang], Xu, W., Dai, Q.H.[Qiong-Hai],
Absolute Depth Estimation From a Single Defocused Image,
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IEEE DOI 1310
Apertures BibRef

Lin, J.Y.[Jing-Yu], Lin, X.[Xing], Ji, X.Y.[Xiang-Yang], Dai, Q.H.[Qiong-Hai],
Separable Coded Aperture for Depth from a Single Image,
SPLetters(21), No. 12, December 2014, pp. 1471-1475.
IEEE DOI 1410
image coding BibRef

Gao, G.R.[Guo-Rong], Xu, L.P.[Lu-Ping], Feng, D.Z.[Dong-Zhu],
Multi-focus image fusion based on non-subsampled shearlet transform,
IET-PR(7), No. 6, August 2013, pp. 633-639.
DOI Link 1312
discrete wavelet transforms BibRef

Sellent, A.[Anita], Favaro, P.[Paolo],
Optimized aperture shapes for depth estimation,
PRL(40), No. 1, 2014, pp. 96-103.
Elsevier DOI 1403
BibRef
And:
Which side of the focal plane are you on?,
ICCP14(1-8)
IEEE DOI 1411
BibRef
And:
Coded Aperture Flow,
GCPR14(582-592).
Springer DOI 1411
Depth from defocus. cameras BibRef

Ben-Ari, R.[Rami],
A Unified Approach for Registration and Depth in Depth from Defocus,
PAMI(36), No. 6, June 2014, pp. 1041-1055.
IEEE DOI 1406
Adaptive optics BibRef

Ben-Ari, R.[Rami], Raveh, G.[Gonen],
Variational Depth from Defocus in real-time,
CVGPU11(522-529).
IEEE DOI 1201
BibRef

Matsui, S.[Shuhei], Nagahara, H.[Hajime], Taniguchi, R.I.[Rin-Ichiro],
Half-sweep imaging for depth from defocus,
IVC(32), No. 11, 2014, pp. 954-964.
Elsevier DOI 1410
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Earlier: PSIVT11(I: 335-347).
Springer DOI 1111
Computational photography BibRef

Tseng, C.Y.[Chen-Yu], Wang, S.J.[Sheng-Jyh],
Shape-From-Focus Depth Reconstruction With a Spatial Consistency Model,
CirSysVideo(24), No. 12, December 2014, pp. 2063-2076.
IEEE DOI 1412
image reconstruction BibRef

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Inverse problems; Range finding; Computational imaging BibRef

Lin, X.[Xing], Suo, J.[Jinli], Dai, Q.H.[Qiong-Hai],
Extracting Depth and Radiance From a Defocused Video Pair,
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IEEE DOI 1504
Accuracy BibRef

Lin, X.[Xing], Suo, J.[Jinli], Cao, X.[Xun], Dai, Q.H.[Qiong-Hai],
Iterative Feedback Estimation of Depth and Radiance from Defocused Images,
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BibRef

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A focus fusion framework with anisotropic depth map smoothing,
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Elsevier DOI 1506
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Focus Fusion with Anisotropic Depth Map Smoothing,
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Springer DOI 1311
Focus fusion BibRef

Bailey, S.W.[Stephen W.], Echevarria, J.I.[Jose I.], Bodenheimer, B.[Bobby], Gutierrez, D.[Diego],
Fast depth from defocus from focal stacks,
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Springer DOI 1512
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Moeller, M., Benning, M., Schonlieb, C., Cremers, D.,
Variational Depth From Focus Reconstruction,
IP(24), No. 12, December 2015, pp. 5369-5378.
IEEE DOI 1512
concave programming BibRef

Li, C.[Chen], Su, S.C.[Shuo-Chen], Matsushita, Y.[Yasuyuki], Zhou, K.[Kun], Lin, S.[Stephen],
Bayesian Depth-from-Defocus with Shading Constraints,
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IEEE DOI 1601
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Earlier: CVPR13(217-224)
IEEE DOI 1309
Bayes methods BibRef

Humayun, J.[Jawad], Malik, A.S.[Aamir Saeed],
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feature extraction BibRef

Kaplan, N.H., Erer, I., Ersoy, O.,
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JVCIR(38), No. 1, 2016, pp. 848-857.
Elsevier DOI 1605
Image fusion BibRef

Liu, S., Zhou, F., Liao, Q.,
Defocus Map Estimation From a Single Image Based on Two-Parameter Defocus Model,
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IEEE DOI 1612
computer vision BibRef

Unni, V.S., Mishra, D.[Deepak], Subrahmanyam, G.R.K.S.,
Adaptive multifocus image fusion using block compressed sensing with smoothed projected Landweber integration in the wavelet domain,
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Image processing; Wavelets; Fusion BibRef

Persch, N.[Nico], Schroers, C.[Christopher], Setzer, S.[Simon], Weickert, J.[Joachim],
Physically inspired depth-from-defocus,
IVC(57), No. 1, 2017, pp. 114-129.
Elsevier DOI 1702
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Earlier:
Introducing More Physics into Variational Depth-from-Defocus,
GCPR14(15-27).
Springer DOI 1411
Depth-from-defocus BibRef

Luo, X.Q.[Xiao-Qing], Zhang, Z.C.[Zhan-Cheng], Zhang, C.Y.[Cui-Ying], Wu, X.J.[Xiao-Jun],
Multi-focus image fusion using HOSVD and edge intensity,
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Elsevier DOI 1704
Image fusion BibRef


Kim, H., Richardt, C., Theobalt, C.,
Video Depth-from-Defocus,
3DV16(370-379)
IEEE DOI 1701
image restoration BibRef

Mahmood, F.[Fahad], Mahmood, J.[Jawad], Qureshi, W.S.[Waqar Shahid], Khan, U.S.[Umar Shahbaz],
3-D Shape Recovery from Image Focus Using Rank Transform,
ISVC16(II: 514-523).
Springer DOI 1701
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Mannan, F.[Fahim], Langer, M.S.[Michael S.],
Discriminative Filters for Depth from Defocus,
3DV16(592-600)
IEEE DOI 1701
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Earlier:
What is a Good Model for Depth from Defocus?,
CRV16(273-280)
IEEE DOI 1612
deconvolution. Blur Equalization Technique BibRef

Mannan, F.[Fahim], Langer, M.S.[Michael S.],
Blur Calibration for Depth from Defocus,
CRV16(281-288)
IEEE DOI 1612
Depth from Defocus; Optimization; Point spread functions; Relative Blur BibRef

Wang, T.C., Srikanth, M., Ramamoorthi, R.,
Depth from Semi-Calibrated Stereo and Defocus,
CVPR16(3717-3726)
IEEE DOI 1612
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Thatte, J., Boin, J.B., Lakshman, H., Wetzstein, G., Girod, B.,
Depth augmented stereo panorama for cinematic virtual reality with focus cues,
ICIP16(1569-1573)
IEEE DOI 1610
Cameras BibRef

Mahmoudpour, S., Kim, M.,
Superpixel-based depth map estimation using defocus blur,
ICIP16(2613-2617)
IEEE DOI 1610
Defocus blur;depth map;image processing;optimization;superpixel BibRef

Acharyya, A., Hudson, D., Chen, K.W., Feng, T., Kan, C.Y., Nguyen, T.,
Depth estimation from focus and disparity,
ICIP16(3444-3448)
IEEE DOI 1610
Apertures BibRef

Bai, X., Liu, M., Chen, Z., Wang, P., Zhang, Y.,
Morphology and Active Contour Model for Multi-Focus Image Fusion,
DICTA15(1-6)
IEEE DOI 1603
convolution BibRef

Chen, C.H., Zhou, H., Ahonen, T.,
Blur-Aware Disparity Estimation from Defocus Stereo Images,
ICCV15(855-863)
IEEE DOI 1602
Apertures BibRef

Lie, W.N.[Wen-Nung], Ho, C.C.[Chia-Che],
All-Focus Image Fusion and Depth Image Estimation Based on Iterative Splitting Technique for Multi-focus Images,
PSIVT15(594-604).
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Frommer, Y.[Yuval], Ben-Ari, R.[Rami], Kiryati, N.[Nahum],
Shape from Focus with Adaptive Focus Measure and High Order Derivatives,
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Xu, Z.X.[Zi-Xin], Chan, Y.H.[Yuk-Hee],
Optimized multilevel fringe patterns for real-time 3D shape measurement with defocused projector,
ICIP15(2730-2734)
IEEE DOI 1512
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Roosta, I., Karimi, N., Samavi, S., Shirani, S.,
Multifocus image fusion based on surface area analysis,
ICIP15(2805-2809)
IEEE DOI 1512
Multi-focus images; fusion; image reconstruction; surface area BibRef

Suwajanakorn, S.[Supasorn], Hernandez, C.[Carlos], Seitz, S.M.[Steven M.],
Depth from focus with your mobile phone,
CVPR15(3497-3506)
IEEE DOI 1510
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Fast bilateral-space stereo for synthetic defocus,
CVPR15(4466-4474)
IEEE DOI 1510
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Shi, J.P.[Jian-Ping], Xu, L.[Li], Jia, J.Y.[Jia-Ya],
Just noticeable defocus blur detection and estimation,
CVPR15(657-665)
IEEE DOI 1510
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Xiao, L.[Lei], Heide, F.[Felix], O'Toole, M.[Matthew], Kolb, A.[Andreas], Hullin, M.B.[Matthias B.], Kutulakos, K.[Kyros], Heidrich, W.[Wolfgang],
Defocus deblurring and superresolution for time-of-flight depth cameras,
CVPR15(2376-2384)
IEEE DOI 1510
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Huber-Mörk, R., Štolc, S., Soukup, D., Holländer, B.,
Shape from Refocus,
ISVC14(II: 153-162).
Springer DOI 1501
BibRef

Mannan, M.A.[M. Abdul], Tagawa, S.[Seiichi], Tamaki, T.[Toru], Nagahara, H.[Hajime], Mukaigawa, Y.[Yasuhiro], Yagi, Y.S.[Yasu-Shi],
Light Transport Refocusing for Unknown Scattering Medium,
ICPR14(4382-4387)
IEEE DOI 1412
Cameras; Lenses; Light sources; Media; Scattering; Visualization BibRef

Karthik, S., Rajagopalan, A.N.,
Underwater Microscopic Shape from Focus,
ICPR14(2107-2112)
IEEE DOI 1412
Fasteners BibRef

Fleischmann, O.[Oliver], Koch, R.[Reinhard],
Lens-Based Depth Estimation for Multi-focus Plenoptic Cameras,
GCPR14(410-420).
Springer DOI 1411
BibRef

Zhang, M.J.[Ming-Jie], Lin, X.[Xing], Gupta, M.[Mohit], Suo, J.[Jinli], Dai, Q.H.[Qiong-Hai],
Recovering Scene Geometry under Wavy Fluid via Distortion and Defocus Analysis,
ECCV14(V: 234-250).
Springer DOI 1408
BibRef

Sun, H.D.[Hua-Dong], Zhao, Z.J.[Zhi-Jie], Jin, X.S.[Xue-Song], Niu, L.D.[Lian-Ding], Zhang, L.Z.[Li-Zhi],
Depth from defocus and blur for single image,
VCIP13(1-5)
IEEE DOI 1402
computer vision BibRef

Chen, J.[Jie], Chau, L.P.[Lap-Pui],
An enhanced window-variant dark channel prior for depth estimation using single foggy image,
ICIP13(3508-3512)
IEEE DOI 1402
Dark Channel Prior; Foggy; Image Depth; Window-varying BibRef

Gibson, K.B.[Kristofor B.], Belongie, S.J.[Serge J.], Nguyen, T.Q.[Truong Q.],
Example based depth from fog,
ICIP13(728-732)
IEEE DOI 1402
Atmospheric modeling BibRef

Kawasaki, H., Horita, Y., Masuyama, H., Ono, S., Kimura, M., Takane, Y.,
Optimized Aperture for Estimating Depth from Projector's Defocus,
3DV13(135-142)
IEEE DOI 1311
genetic algorithms BibRef

Lee, S.W.[Seung-Won], Paik, J.[Joonki], Hayes, M.H.[Monson H.],
Distance Estimation with a Two or Three Aperture SLR Digital Camera,
ACIVS13(25-36).
Springer DOI 1311
BibRef

Takeda, Y.[Yuichi], Hiura, S.[Shinsaku], Sato, K.[Kosuke],
Fusing Depth from Defocus and Stereo with Coded Apertures,
CVPR13(209-216)
IEEE DOI 1309
BibRef

Xiong, Z.W.[Zhi-Wei], Zhang, Y.[Yueyi], Cong, P.[Pengyu], Wu, F.[Feng],
Depth sensing with focus and exposure adaptation,
VCIP12(1-6).
IEEE DOI 1302
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Senthilnathan, R., Sivaramakrishnan, R.,
Focus measures for SFF-inspired relative depth estimation,
IMVIP12(185-188).
IEEE DOI 1302
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Rahmat, R.[Roushanak], Mallik, A.S.[Aamir Saeed], Kamel, N.[Nidla], Choi, T.S.[Tae-Sun], Hayes, M.H.[Monson H.],
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Springer DOI 1209
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Springer DOI 1209
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Gadermayr, M.[Michael], Uhl, A.[Andreas],
Dual-Resolution Active Contours Segmentation of Vickers Indentation Images with Shape Prior Initialization,
ICISP12(362-369).
Springer DOI 1208
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And:
Image Segmentation of Vickers Indentations Using Shape from Focus,
ICIAR12(I: 149-157).
Springer DOI 1206
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Chen, C.W.[Cheng-Wei], Chen, Y.Y.[Yung-Yaw],
Recovering depth from a single image using spectral energy of the defocused step edge gradient,
ICIP11(1981-1984).
IEEE DOI 1201
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Fernandes, M.[Mathieu], Gavet, Y.[Yann], Pinoli, J.C.[Jean-Charles],
Robust shape-from-image-focus by 3-D multivariate statistical analyses,
ICIP11(2069-2072).
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Depth coded shape from focus,
ICCP12(1-8).
IEEE DOI 1208
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Lenz, M.[Martin], Ruther, M.[Matthias], Bischof, H.[Horst],
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PROCAMS11(1-8).
IEEE DOI 1106
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Ikeoka, H.[Hiroshi], Ohata, M.[Masayuki], Hamamoto, T.[Takayuki],
Real-Time Depth Estimation with Wide Detectable Range Using Horizontal Planes of Sharp Focus Proceedings,
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Depth estimation of light field data from pinhole-masked DSLR cameras,
ICIP10(1769-1772).
IEEE DOI 1009
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Robust reconstruction of arbitrarily deformed bokeh from ordinary multiple differently focused images,
ICIP10(3989-3992).
IEEE DOI 1009
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Fence Removal from Multi-focus Images,
ICPR10(4532-4535).
IEEE DOI 1008
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Recovering thin structures via nonlocal-means regularization with application to depth from defocus,
CVPR10(1133-1140).
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Favaro, P.[Paolo], Duci, A.[Alessandro],
A theory of defocus via Fourier analysis,
CVPR08(1-8).
IEEE DOI 0806
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Lou, Y.F.[Yi-Fei], Favaro, P.[Paolo], Bertozzi, A.L.[Andrea L.], Soatto, S.[Stefano],
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CVPR07(1-8).
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Seitz, S.M.[Steven M.], Baker, S.[Simon],
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IEEE DOI
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ICIP09(1797-1800).
IEEE DOI 0911
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Image Denoising Based on Fuzzy and Intra-scale Dependency in Wavelet Transform Domain,
ICPR10(2672-2675).
IEEE DOI 1008
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Wavelet-Based Multi-Channel Image Denoising Using Fuzzy Logic,
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Experimental Study on Selection of Aperture Pattern Based on Image Statistics,
CISP09(1-5).
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Zhou, X.L.[Xing-Lin], Peng, K.[Kai],
Image Processing in Vision 3D Coordinate Measurement System,
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IEEE DOI 0910
light, camera, processing. BibRef

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Depth Measurement Based on Bifocus Imaging,
CISP09(1-5).
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Discontinuity-Adaptive Shape from Focus Using a Non-convex Prior,
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CVPR09(2318-2325).
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Evolving Measurement Regions for Depth from Defocus,
ACCV07(II: 858-868).
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BibRef
Earlier:
The Reverse Projection Correlation Principle for Depth from Defocus,
3DPVT06(607-614).
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ICIP08(2456-2459).
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ICIP08(397-400).
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Shading through Defocus,
ISVC08(II: 501-510).
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CAIP05(677).
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Automated quality control for micro-technology components using a depth from focus approach,
Southwest02(50-54).
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3-D Shape Measurement Using a Focused-section Method,
ICPR00(Vol IV: 828-832).
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Chromatic Aberration and Depth Extraction,
ICPR00(Vol I: 762-765).
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Cucchiara, R., Piccardi, M., Prati, A.,
Focus based Feature Extraction for Pallets Recognition,
BMVC00(xx-yy).
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Benzougar, A., Khoudeir, M., Leard, M.,
Local blur formulation for depth from defocus,
VI99(111-116).
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ICIP98(II: 953-957).
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Zion, D., Wang, S., Vaillancourt, J.,
Depth from defocus using the hermite transform,
ICIP98(II: 958-962).
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Nair, H.N., and Stewart, C.V.,
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CVPR92(309-314).
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Glasbey, C.A., and Perkins, M.G.,
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Krishnan, A.[Arun], Ahuja, N.[Narendra],
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ICIP96(I: 721-724).
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ICIP96(I: 741-744).
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ICIP96(I: 733-736).
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Nourbakhsh, I.R., Andre, D., Tomasi, C., Genesereth, M.R.,
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ICPR94(A:153-158).
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WACV92(298-305).
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ICPR90(I: 227-229).
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CVPR89(476-482).
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Girod, B., and Scherock, S.,
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SPIE(1194), Optics, Illum. and Image Sensing for Mach. Vis. IV, November 1989. BibRef 8911

Hiura, S.[Shinsaku], Matsuyama, T.[Takashi],
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Chapter on 3-D Shape from X -- Shading, Textures, Lasers, Structured Light, Focus, Line Drawings continues in
Depth of Field, Desctiptions .


Last update:Apr 22, 2017 at 17:12:54